Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "0" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 88 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 84 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 84.615936 | 100.578902 | 148.616071 | 182.788588 | 35.152546 | 36.614107 | 94.669538 | 111.763186 | 0.0186 | 0.0162 | 0.0019 | 1.171177 | 1.158413 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 61.996435 | 165.920175 | 168.078765 | 213.689384 | 76.190317 | 72.858014 | 225.648434 | 306.183446 | 0.0197 | 0.0164 | 0.0030 | 1.182917 | 1.173204 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.337574 | 25.818319 | 56.323328 | 88.584472 | 51.477599 | 35.855484 | 63.925419 | 47.252761 | 0.0202 | 0.0164 | 0.0040 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 52.432533 | 136.656277 | 184.336232 | 247.353123 | 58.095360 | 80.475929 | 246.490935 | 514.110191 | 0.0193 | 0.0164 | 0.0028 | 1.166782 | 1.143878 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 175.390113 | 318.794557 | 195.529045 | 254.825778 | 43.992353 | 58.721934 | 313.227803 | 279.388403 | 0.0175 | 0.0164 | 0.0011 | 1.216018 | 1.207811 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 77.999565 | 236.586712 | 161.111780 | 225.583104 | 40.786541 | 68.849665 | 154.400176 | 324.420273 | 0.0173 | 0.0163 | 0.0013 | 1.169742 | 1.153452 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 89.818501 | 171.218603 | 220.548041 | 270.860069 | 41.542113 | 40.135248 | 80.291440 | 56.139333 | 0.0177 | 0.0165 | 0.0011 | 1.249829 | 1.239051 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 114.208711 | 176.024978 | 311.927419 | 354.465520 | 75.795495 | 96.080938 | 561.544603 | 655.807629 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 96.116702 | 271.857581 | 60.503631 | 85.747223 | 17.704523 | 24.838670 | 357.357357 | 677.709769 | 0.0182 | 0.0162 | 0.0021 | 1.163777 | 1.150040 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 56.627125 | 86.643997 | 45.603400 | 54.526776 | 14.246760 | 13.042422 | 718.647256 | 892.944386 | 0.0187 | 0.0165 | 0.0014 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 82.228663 | 133.340903 | 240.892742 | 293.663167 | 16.933880 | 41.095711 | 131.229238 | 216.515403 | 0.0187 | 0.0165 | 0.0016 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 52.005636 | 100.619924 | 78.033319 | 95.230166 | 34.589991 | 66.032574 | 290.893960 | 443.551062 | 0.0182 | 0.0169 | 0.0009 | 0.883948 | 0.875529 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 42.216518 | 88.858321 | 65.618603 | 84.987737 | 42.038771 | 85.459490 | 264.132861 | 466.931831 | 0.0187 | 0.0164 | 0.0027 | 1.215582 | 1.201590 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 52.238026 | 136.090402 | 70.898401 | 93.373948 | 26.275934 | 47.909585 | 217.190860 | 437.996541 | 0.0191 | 0.0163 | 0.0030 | 1.187508 | 1.173888 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 50.965693 | 92.620600 | 83.511298 | 96.950032 | 43.894427 | 61.794569 | 383.674883 | 484.975065 | 0.0177 | 0.0164 | 0.0012 | 1.235020 | 1.223997 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 57.827573 | 109.778562 | 103.436345 | 112.521214 | 70.052478 | 82.848976 | 839.898854 | 822.653178 | 0.0175 | 0.0164 | 0.0010 | 1.228651 | 1.222314 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 7.304712 | 12.217052 | 34.557841 | 48.811697 | 195.437056 | 355.101098 | 979.076028 | 1751.677574 | 0.0185 | 0.0164 | 0.0019 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 56.318413 | 170.320096 | 69.971034 | 119.454498 | 33.334915 | 254.848761 | 297.206559 | 937.340616 | 0.0194 | 0.0167 | 0.0023 | 1.168957 | 1.151929 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 63.065413 | 185.676787 | 63.739960 | 97.094668 | 52.036068 | 137.206070 | 568.135777 | 1128.887191 | 0.0182 | 0.0164 | 0.0021 | 0.794786 | 0.782686 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.718593 | 84.057821 | 57.595395 | 74.342185 | 27.607159 | 47.772263 | 47.019544 | 71.824372 | 0.0183 | 0.0165 | 0.0014 | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 50.411502 | 88.666919 | 57.064912 | 70.897707 | 57.443068 | 75.736079 | 253.459831 | 377.795054 | 0.0180 | 0.0165 | 0.0016 | 0.764029 | 0.755518 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 44.585886 | 96.347432 | 91.292500 | 118.031181 | 39.687841 | 104.186672 | 410.149595 | 624.008199 | 0.0186 | 0.0165 | 0.0019 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 61.781947 | 120.125202 | 62.528239 | 82.683022 | 59.313524 | 126.838780 | 1113.520290 | 1703.987813 | 0.0175 | 0.0166 | 0.0012 | 1.070034 | 1.063039 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.041425 | 14.406173 | 33.574498 | 60.295076 | 216.775964 | 404.418956 | 1119.685428 | 2394.343706 | 0.0184 | 0.0166 | 0.0020 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 62.402954 | 107.499401 | 74.416859 | 83.274152 | 24.422894 | 25.091900 | 548.729591 | 662.045783 | 0.0174 | 0.0164 | 0.0010 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 66.362632 | 96.389605 | 82.661878 | 85.605786 | 37.595127 | 33.062709 | 54.431397 | 52.441117 | 0.0170 | 0.0162 | 0.0008 | 0.770583 | 0.760051 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 55.745434 | 115.931010 | 78.346442 | 103.454723 | 53.991789 | 91.858114 | 296.085787 | 543.577227 | 0.0183 | 0.0161 | 0.0018 | 0.000000 | 0.000000 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 2.744448 | 2.744448 | 2.569265 | 2.569265 | 0.646598 | 0.646598 | 0.135260 | 0.135260 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 42.509954 | 90.277244 | 71.157883 | 91.046561 | 10.405254 | 23.264784 | 202.587725 | 385.029836 | 0.0178 | 0.0162 | 0.0015 | 1.126809 | 1.116656 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 48.072840 | 93.517532 | 143.797043 | 180.162990 | 41.249406 | 64.424473 | 407.125155 | 691.143004 | 0.0179 | 0.0162 | 0.0017 | 1.125404 | 1.108567 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 41.243622 | 77.848780 | 38.401738 | 45.686778 | 17.708153 | 25.277492 | 256.259877 | 391.835260 | 0.0170 | 0.0161 | 0.0009 | 1.152692 | 1.147690 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.603790 | 75.387171 | 33.472588 | 44.004905 | 10.330649 | 18.465688 | 334.645937 | 521.920162 | 0.0177 | 0.0162 | 0.0013 | 1.067054 | 1.054378 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.227756 | 69.209694 | 35.509390 | 43.044531 | 9.539518 | 10.881636 | 232.860155 | 329.104257 | 0.0183 | 0.0161 | 0.0017 | 0.817606 | 0.809437 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 39.152793 | 93.739468 | 38.592785 | 51.022111 | 7.958714 | 18.743439 | 263.909464 | 530.760033 | 0.0183 | 0.0160 | 0.0025 | 1.187574 | 1.177616 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.919666 | 108.043419 | 88.872683 | 98.591841 | 54.430923 | 94.427153 | 719.184680 | 762.183280 | 0.0175 | 0.0162 | 0.0012 | 1.240733 | 1.241407 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0183 | 0.0165 | 0.0023 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 49.540204 | 108.878851 | 78.674737 | 100.476563 | 32.335223 | 72.231188 | 697.045024 | 1327.320712 | 0.0180 | 0.0163 | 0.0013 | 1.163304 | 1.156820 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0178 | 0.0163 | 0.0015 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0176 | 0.0162 | 0.0016 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 60.887718 | 111.456331 | 114.933138 | 140.809703 | 73.206768 | 118.484150 | 521.639902 | 838.925542 | 0.0176 | 0.0162 | 0.0013 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 59.688329 | 66.883653 | 53.128865 | 51.404642 | 27.482329 | 30.355070 | 523.327508 | 491.110962 | 0.0180 | 0.0162 | 0.0012 | 1.184681 | 1.182738 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0561 | 0.0548 | 0.0013 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 55.364610 | 91.292582 | 87.729888 | 104.732022 | 45.479424 | 80.116793 | 535.393678 | 880.447377 | 0.0181 | 0.0163 | 0.0017 | 1.128619 | 1.119164 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 58.937683 | 101.767339 | 169.397111 | 190.623534 | 6.310513 | 7.321204 | 389.754908 | 512.733015 | 0.0172 | 0.0163 | 0.0010 | 1.205797 | 1.197914 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.921793 | 10.724044 | 42.712738 | 43.570946 | 626.831745 | 642.260843 | 51.220323 | 34.966313 | 0.0185 | 0.0169 | 0.0019 | 1.154052 | 1.146139 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 46.410948 | 85.684918 | 38.806430 | 44.436772 | 29.431980 | 31.341093 | 203.000520 | 218.219475 | 0.0180 | 0.0163 | 0.0012 | 1.007220 | 0.998839 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 100.694071 | 174.192122 | 149.314517 | 181.427471 | 64.358348 | 110.387411 | 784.486638 | 1455.644813 | 0.0175 | 0.0162 | 0.0011 | 1.092992 | 1.084000 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 43.629758 | 78.944787 | 36.929822 | 45.105699 | 43.681440 | 37.988912 | 254.101041 | 434.354056 | 0.0176 | 0.0164 | 0.0013 | 1.203067 | 1.199096 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 37.164052 | 64.923543 | 34.696369 | 40.003233 | 25.489047 | 37.708411 | 237.762706 | 304.849338 | 0.0177 | 0.0163 | 0.0011 | 1.176551 | 1.172771 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 55.650926 | 116.510788 | 77.781749 | 97.641803 | 34.061534 | 62.137103 | 458.958128 | 823.220566 | 0.0179 | 0.0162 | 0.0018 | 1.196105 | 1.182537 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 68.438422 | 140.303162 | 104.381920 | 138.328829 | 57.696025 | 83.418139 | 418.268217 | 682.397684 | 0.0181 | 0.0162 | 0.0015 | 1.281400 | 1.265779 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 46.709522 | 74.742351 | 35.541760 | 39.824999 | 23.300355 | 35.377201 | 357.047636 | 368.300058 | 0.0172 | 0.0164 | 0.0009 | 1.168456 | 1.166533 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 53.862121 | 138.432519 | 118.698862 | 161.484905 | 143.399162 | 270.689956 | 350.136605 | 714.927865 | 0.0179 | 0.0160 | 0.0011 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 57.619278 | 193.190421 | 103.713718 | 173.239874 | 30.650233 | 166.193489 | 359.488407 | 1321.161468 | nan | nan | nan | 1.492878 | 1.483681 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 57.031157 | 99.600448 | 109.912964 | 130.645470 | 147.364398 | 177.495393 | 573.693537 | 760.696218 | 0.0182 | 0.0162 | 0.0014 | 1.111879 | 1.094029 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 8.046167 | 16.176754 | 34.837545 | 48.925197 | 202.382596 | 538.422133 | 961.737029 | 1685.404884 | 0.0193 | 0.0163 | 0.0024 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 70.348110 | 133.771263 | 123.051832 | 142.080703 | 121.595803 | 102.398229 | 146.950172 | 160.788907 | 0.0179 | 0.0162 | 0.0015 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 55.098729 | 141.599391 | 92.233379 | 134.888629 | 43.571540 | 184.219466 | 344.581494 | 1015.742264 | 0.0112 | 0.0063 | 0.0099 | 1.008110 | 0.999121 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 70.423993 | 121.947051 | 176.215683 | 216.674121 | 75.439578 | 85.576907 | 640.555687 | 1111.593140 | 0.0082 | 0.0058 | 0.0098 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1198.865094 | 137.438398 | 226.075133 | 160.788106 | 213.176445 | 83.792026 | 101.492455 | 800.272888 | 1198.865094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 989.236823 | 65.075748 | 254.211132 | 105.318218 | 160.344915 | 35.069451 | 85.077041 | 415.782059 | 989.236823 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 472.438384 | 186.742037 | 242.987170 | 158.836623 | 176.135459 | 71.097210 | 72.218523 | 443.654598 | 472.438384 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 821.583616 | 248.995387 | 84.188989 | 230.722640 | 166.730759 | 72.206586 | 54.612388 | 821.583616 | 320.339192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 548.659696 | 270.669100 | 110.565390 | 287.656000 | 209.186129 | 66.997400 | 49.932012 | 548.659696 | 317.550492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Variability | 41.087257 | 12.264300 | 10.823050 | 25.566307 | 25.160503 | 41.087257 | 40.661282 | -2.519856 | -2.376037 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Variability | 286.067905 | 4.541627 | 17.032446 | 41.929743 | 72.938930 | 84.978736 | 286.067905 | 63.269439 | 251.413763 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 553.356346 | 189.081462 | 256.889979 | 179.006933 | 209.112230 | 75.446118 | 70.675829 | 509.271270 | 553.356346 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Power | 244.415777 | 46.466582 | 133.765222 | 180.426191 | 244.415777 | 20.011924 | 48.488803 | 32.256744 | 53.085740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 827.648110 | 315.370583 | 198.077690 | 337.181235 | 253.847859 | 40.951111 | 43.812337 | 827.648110 | 760.246075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 573.697821 | 117.525653 | 232.372639 | 171.384752 | 210.359300 | 55.596630 | 59.045352 | 495.435453 | 573.697821 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 945.865656 | 152.548453 | 63.623302 | 235.883447 | 180.432527 | 66.221990 | 46.186805 | 945.865656 | 597.393334 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 541.528783 | 279.592838 | 175.117224 | 227.625130 | 178.354867 | 61.711739 | 75.874131 | 541.528783 | 468.990462 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Shape | 276.236288 | 276.236288 | 151.003729 | 206.554196 | 171.870564 | 37.054553 | 41.171111 | 152.385029 | 123.681622 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Power | 182.788588 | 84.615936 | 100.578902 | 148.616071 | 182.788588 | 35.152546 | 36.614107 | 94.669538 | 111.763186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 306.183446 | 61.996435 | 165.920175 | 168.078765 | 213.689384 | 76.190317 | 72.858014 | 225.648434 | 306.183446 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Power | 88.584472 | 25.818319 | 5.337574 | 88.584472 | 56.323328 | 35.855484 | 51.477599 | 47.252761 | 63.925419 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 514.110191 | 136.656277 | 52.432533 | 247.353123 | 184.336232 | 80.475929 | 58.095360 | 514.110191 | 246.490935 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Shape | 318.794557 | 175.390113 | 318.794557 | 195.529045 | 254.825778 | 43.992353 | 58.721934 | 313.227803 | 279.388403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 324.420273 | 236.586712 | 77.999565 | 225.583104 | 161.111780 | 68.849665 | 40.786541 | 324.420273 | 154.400176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Power | 270.860069 | 89.818501 | 171.218603 | 220.548041 | 270.860069 | 41.542113 | 40.135248 | 80.291440 | 56.139333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 655.807629 | 176.024978 | 114.208711 | 354.465520 | 311.927419 | 96.080938 | 75.795495 | 655.807629 | 561.544603 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 677.709769 | 96.116702 | 271.857581 | 60.503631 | 85.747223 | 17.704523 | 24.838670 | 357.357357 | 677.709769 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 892.944386 | 56.627125 | 86.643997 | 45.603400 | 54.526776 | 14.246760 | 13.042422 | 718.647256 | 892.944386 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Power | 293.663167 | 82.228663 | 133.340903 | 240.892742 | 293.663167 | 16.933880 | 41.095711 | 131.229238 | 216.515403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 443.551062 | 52.005636 | 100.619924 | 78.033319 | 95.230166 | 34.589991 | 66.032574 | 290.893960 | 443.551062 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 466.931831 | 88.858321 | 42.216518 | 84.987737 | 65.618603 | 85.459490 | 42.038771 | 466.931831 | 264.132861 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 437.996541 | 52.238026 | 136.090402 | 70.898401 | 93.373948 | 26.275934 | 47.909585 | 217.190860 | 437.996541 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 484.975065 | 92.620600 | 50.965693 | 96.950032 | 83.511298 | 61.794569 | 43.894427 | 484.975065 | 383.674883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | ee Temporal Discontinuties | 839.898854 | 57.827573 | 109.778562 | 103.436345 | 112.521214 | 70.052478 | 82.848976 | 839.898854 | 822.653178 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1751.677574 | 7.304712 | 12.217052 | 34.557841 | 48.811697 | 195.437056 | 355.101098 | 979.076028 | 1751.677574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 937.340616 | 170.320096 | 56.318413 | 119.454498 | 69.971034 | 254.848761 | 33.334915 | 937.340616 | 297.206559 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1128.887191 | 185.676787 | 63.065413 | 97.094668 | 63.739960 | 137.206070 | 52.036068 | 1128.887191 | 568.135777 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Shape | 84.057821 | 84.057821 | 33.718593 | 74.342185 | 57.595395 | 47.772263 | 27.607159 | 71.824372 | 47.019544 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 377.795054 | 50.411502 | 88.666919 | 57.064912 | 70.897707 | 57.443068 | 75.736079 | 253.459831 | 377.795054 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 624.008199 | 96.347432 | 44.585886 | 118.031181 | 91.292500 | 104.186672 | 39.687841 | 624.008199 | 410.149595 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1703.987813 | 120.125202 | 61.781947 | 82.683022 | 62.528239 | 126.838780 | 59.313524 | 1703.987813 | 1113.520290 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 2394.343706 | 14.406173 | 6.041425 | 60.295076 | 33.574498 | 404.418956 | 216.775964 | 2394.343706 | 1119.685428 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 662.045783 | 62.402954 | 107.499401 | 74.416859 | 83.274152 | 24.422894 | 25.091900 | 548.729591 | 662.045783 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Shape | 96.389605 | 96.389605 | 66.362632 | 85.605786 | 82.661878 | 33.062709 | 37.595127 | 52.441117 | 54.431397 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 543.577227 | 115.931010 | 55.745434 | 103.454723 | 78.346442 | 91.858114 | 53.991789 | 543.577227 | 296.085787 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Shape | 2.744448 | 2.744448 | 2.744448 | 2.569265 | 2.569265 | 0.646598 | 0.646598 | 0.135260 | 0.135260 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 385.029836 | 42.509954 | 90.277244 | 71.157883 | 91.046561 | 10.405254 | 23.264784 | 202.587725 | 385.029836 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 691.143004 | 48.072840 | 93.517532 | 143.797043 | 180.162990 | 41.249406 | 64.424473 | 407.125155 | 691.143004 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 391.835260 | 41.243622 | 77.848780 | 38.401738 | 45.686778 | 17.708153 | 25.277492 | 256.259877 | 391.835260 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 521.920162 | 30.603790 | 75.387171 | 33.472588 | 44.004905 | 10.330649 | 18.465688 | 334.645937 | 521.920162 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 329.104257 | 33.227756 | 69.209694 | 35.509390 | 43.044531 | 9.539518 | 10.881636 | 232.860155 | 329.104257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 530.760033 | 39.152793 | 93.739468 | 38.592785 | 51.022111 | 7.958714 | 18.743439 | 263.909464 | 530.760033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 762.183280 | 108.043419 | 73.919666 | 98.591841 | 88.872683 | 94.427153 | 54.430923 | 762.183280 | 719.184680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1327.320712 | 108.878851 | 49.540204 | 100.476563 | 78.674737 | 72.231188 | 32.335223 | 1327.320712 | 697.045024 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 838.925542 | 111.456331 | 60.887718 | 140.809703 | 114.933138 | 118.484150 | 73.206768 | 838.925542 | 521.639902 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | ee Temporal Discontinuties | 523.327508 | 66.883653 | 59.688329 | 51.404642 | 53.128865 | 30.355070 | 27.482329 | 491.110962 | 523.327508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 880.447377 | 55.364610 | 91.292582 | 87.729888 | 104.732022 | 45.479424 | 80.116793 | 535.393678 | 880.447377 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 512.733015 | 101.767339 | 58.937683 | 190.623534 | 169.397111 | 7.321204 | 6.310513 | 512.733015 | 389.754908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Variability | 642.260843 | 10.724044 | 10.921793 | 43.570946 | 42.712738 | 642.260843 | 626.831745 | 34.966313 | 51.220323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 218.219475 | 85.684918 | 46.410948 | 44.436772 | 38.806430 | 31.341093 | 29.431980 | 218.219475 | 203.000520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1455.644813 | 174.192122 | 100.694071 | 181.427471 | 149.314517 | 110.387411 | 64.358348 | 1455.644813 | 784.486638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 434.354056 | 43.629758 | 78.944787 | 36.929822 | 45.105699 | 43.681440 | 37.988912 | 254.101041 | 434.354056 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 304.849338 | 64.923543 | 37.164052 | 40.003233 | 34.696369 | 37.708411 | 25.489047 | 304.849338 | 237.762706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 823.220566 | 55.650926 | 116.510788 | 77.781749 | 97.641803 | 34.061534 | 62.137103 | 458.958128 | 823.220566 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 682.397684 | 68.438422 | 140.303162 | 104.381920 | 138.328829 | 57.696025 | 83.418139 | 418.268217 | 682.397684 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 368.300058 | 74.742351 | 46.709522 | 39.824999 | 35.541760 | 35.377201 | 23.300355 | 368.300058 | 357.047636 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 714.927865 | 53.862121 | 138.432519 | 118.698862 | 161.484905 | 143.399162 | 270.689956 | 350.136605 | 714.927865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1321.161468 | 57.619278 | 193.190421 | 103.713718 | 173.239874 | 30.650233 | 166.193489 | 359.488407 | 1321.161468 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 760.696218 | 99.600448 | 57.031157 | 130.645470 | 109.912964 | 177.495393 | 147.364398 | 760.696218 | 573.693537 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1685.404884 | 16.176754 | 8.046167 | 48.925197 | 34.837545 | 538.422133 | 202.382596 | 1685.404884 | 961.737029 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 160.788907 | 133.771263 | 70.348110 | 142.080703 | 123.051832 | 102.398229 | 121.595803 | 160.788907 | 146.950172 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1605.796514 | 57.193516 | 91.164221 | 142.559481 | 157.976874 | 32.679729 | 74.034062 | 1182.590580 | 1605.796514 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1015.742264 | 141.599391 | 55.098729 | 134.888629 | 92.233379 | 184.219466 | 43.571540 | 1015.742264 | 344.581494 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | RF_maintenance | nn Temporal Discontinuties | 1111.593140 | 70.423993 | 121.947051 | 176.215683 | 216.674121 | 75.439578 | 85.576907 | 640.555687 | 1111.593140 |